{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "from imblearn.over_sampling import RandomOverSampler\n",
    "from imblearn.over_sampling import SMOTE\n",
    "from imblearn.under_sampling import RandomUnderSampler"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "X,y = make_classification(n_samples=5000,n_features=2,n_informative=2,n_redundant=0,n_repeated=0,n_classes=3,n_clusters_per_class=1,weights=[0.01,0.05,0.94],random_state=0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[ 8.62420206e-01, -9.63476905e-01],\n       [-1.38080465e-03, -2.66979396e+00],\n       [ 1.40804486e+00, -5.32895046e-01],\n       ...,\n       [ 1.09447133e+00, -6.99569620e-01],\n       [ 1.60312887e+00, -8.26180435e-01],\n       [ 1.99589648e+00,  5.42836944e-01]])"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "array([2, 2, 2, ..., 2, 2, 2])"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "Counter({2: 4674, 1: 262, 0: 64})"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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+mcnPT2PuzIUopTjwyD4cd/lRtO7UNJbOLZi1mPGj7sfj9mB5vCuf1sxfz5NXvsSsz37n3q/GE+eSbd5Dzdaaa76ZREmASUhGQgLZJSVBX6dH8wx6ZLQI+riGSruXoXPOA3Z9X6v0BpVORusiVLPnfZ/DLkLnnA2exVSrgOqeD+5/8fZO+OoNqfq8grhDUCk3oZz7BvdaCp7z3cDegC6ZhEocE9R5Y5UkIqJepr0xA9uu/RfTMA2+e+vHmEtEfnj3Z/53/jMoReVNeNW8tXz6+GT+89FNHHziwChHGF7lZW7uHvsI7jJ3tX8/XTE3Yc4P8/nof19y9n9OjlaIDdLKnGzenf8vv2/cgKEUQzt24szefWmXmlrZ5ue1a9hQkO/jLLuZymBA23ZMW7nCf+M9nLF/H75cuphPFy1gS1EhbZJTOKVXb0Z17Y7TbBzvpKvSRS/grd9RUzkBG8p+QLvnoZx9fJzj1b2TkF3He1v4iwIypqJwg9ECZWYEGj5a22BvRusS8Mz1f0DRMyCJiBCQt8P3H1TbssnZmhuZYAK0ev5a/u+8p6sVYANvrLYN9536KK8teZI2nVtFKcLgrfx3DX9N+xfLY7HPwK70H7G/z1VNsz77w+e/nbY1Xz47lTNuPwnT0fhuWuHw8aIF3P7Dtyio3DV36Y7tvDLnL54ffSLDO3cBYNGObZhKBbSzrqVtrhp4EHO3bGZrAMt5q/pgwTyWZmdjKIWtNat27uTndWsZ0KYdr584lqS4xjPhUetyKJ1KtV6QvTjQJZNrTUS0tqHkfXzvBeOPC+XIQqnAexK1tqD4TXTRG2AHuAIHwNoYfHgxSqrciHrJbJ/hc+zTcBi06RxbQx1fPjO19iXFGmxbM/mF7yIbVB3l7cjn1pH3cHn/W3jtzvd48+4PGT/qfi7Y51pW/rum1uOWzV6B6fSdYORuyyN7U06II26cFmzbyvjvp2FrXS3BsLTGY9tc+c1XbKroBYkzHQFPdTylV296t2zFsd33CTgWUynS4+NZnuP9t9u1AmfX/+ds2cQ9P04P+HwNgi7Bf+l0DXauj6eLwM6uRxAmJJwUZBKi0Xm3ogseCi4JAXwnXQ2LJCKiXkZfeqTP522PzTEXjYhQNIGZ/e3cyuGYmtiWzV/T5kYuoDqyPBa3HXUf//64CKjo0al4XVvWbOemIyawbd32Go81HWZAE/9NmbAakDf//afW2h8a8Ng27y+YB8ARnToHvDz3vD79KXa7+TDAze9MpYh3OMkrLa31GrbWfLF0MTuKiwM6Z4Ogkv2UTgfQFXu91HYOF3tXO92rUS2Pm6BSUcmX+zl+D2UzoHRScMdUajw9WpKICJ+01pSXllfOHdjTMRePoEufDhjm3j9KSikOGTOI/iP2D3eYQdlzSKYmtl2f7tnI+PWrv1g5d02NJfZty6akoJTPn5pS47EDju6H5an9HZVSio692tO8dXqowm3Uflq72udQi601L/z1J0NefZGn/viNgW0DW3p52qcf8vrcOQGtrjGV4rgePbnhoIP95pge2+bvzY2na18pExJOwbtKpTYalTjOxzniQPkr/qYh7nAgofrDzgNRGR+izLa1H+lZg51/L/a2Q7C3DsDOPgdd+BR1vg27htftuBgU1kRk4sSJDBw4kJSUFFq2bMmYMWNYunRpOC8pQmTTyi08cdmLHJ98NqMTz2Jc5oW8esd75GcXVGsXn+jikRn3MOLsw6rNJYhPcnHKzSdw14c3BLVsLRL6DtsP01H7j77pMOg3rH5F2Iryi1n290rWLloftqRmxvuzakwAd7Etm+/f+bHG5/od0ZsufTvW+n3QWnP6+JNi7t8uVgXSv2FpzdaiQr5atoTZmwJLAorc5Tz626yA2j4x6lgeH3UsmUlJAbUPQc20mKKSLwOzNbUmIwknoYvexs6/G138AdquXpZdu+dVLtf1qfwnoARIgvgTIWMKRsY7qD0KllU7d9kv6B3HQfH7YG/3Xsf9B3gWUbc5KU5IvasOx8WmsPa7/vjjj1x11VUMHDgQj8fDHXfcwVFHHcWiRYtICvCXRUTeirmruWnYBMqKyyqHMApyCvno4S+Z+eEvPPXrAzRrlV7ZPjk9iVtfv5rLHj6XlXPXYJgG+wzqRkKS/zX70TDm6mP4/u2fan3etjXHXzmqTufOzynglfHv8v07P+GuqK3SqlMmZ905jqMvHB7SG3t+TkGtGw7uUpRf87JPpRT3T7qdW0bcw8blm1GGQtsa02FgeWzOumscI88+PGSxNnaD22UxdcWygCaghku3iqW6B7Ru63eRqaEU/RtZjRFlNIfmH6ELJkLpFCrnUBgtQcVByWfsuuVpPFDwEKQ9goof6W1X/ife9+aBJgZFUPqld9+Y1LugdBq6+AOw1oPRDJUwBhK8PTA69yqCrsRa6wttBs3fxmhEO/QqXVufexhs376dli1b8uOPP3L44f7/yOXn55OWlkZeXh6pVZa/ifDRWnNhr+vZtGJLjTc502Fw6LiDuOv9G6IQXeh88fQUnr3utcobL3hfm21pbn7tSo46b1jQ5yzKK+KaIXeycfnm6t+7irvCuRNO5ZwJp4TmBQBPXPYiU1+fXvt8FwVZPdry2uInaz1HeZmbWZ/+zk+f/E5RfjGdemVx7KUj6dy7Q8jibAr+3ryRUz7+IGrX75CWxvfn7N5l99JJXzBjzaoaEyNTKY7u1oOnjzku0mFGjLZzwLMGTRzk/Resxew9uVMBBqr5B6i4vujCl9GFj1KnHgpnP3DPZXciU/GGw2wHCSdD4ZMEV421SowJZ4IyQVsQPwIVd0iD6KkM5v4d0URkxYoVdO/enfnz59O7995d32VlZZRV2XMhPz+frKwsSUQiaN5Pi7hp2ASfbQzT4IMNL1brFWmIlvy5nC+emcLc6Qu8Bc2O6suYa46p807Bb/znA95/6PPaeykUvLX8Gdp0Cc2y4KV/reTqQeNrfV4pxeWPncfY60aH5Hpib/O3beXVOX/x7aoVlHr8rdoIr6rLcnNKijnj049YkeNdBaLZXWqrZ4tM3h97KmnxsdljGUq6bBZ654U+WpjgOgKj2XPo8n/QOafV4Sq++p9M77wTneejjY/YjGaoFt+gjPQ6xBVdwSQiEZsSb9s2119/PYccckiNSQh455Tcc889kQpJ1GDVv2sru+lrY1s2axdtaPCJSM9B3Rn/VveQnEtrzeQXv/U5VGIYBlNfm84F958RkmvuM6ArJ1w5iq+em7b3tUyD7gd0YfSlI0NyLbG3t+fN5e6ZP9TpfW44zNmyif/M+J7HRh1L84REPj/tLD5dvJCPFs5nW1EhrZNTOG2//TmpZy8SnE2jYq4unYb3NldbkmhB2XTvvjLOft79YDxLCW5prK+fAAt0bhDnUnjnuHi8O/I2e7FBJiHBilgictVVV7FgwQJmzap94tXtt9/OjTfeWPn1rh4RETlOlyOgVSVx8YH9IVs9fy2Tnv+WJX+uwOlyMOT4ARx90XDSM9PqG2pMKSspJ29Hge9GWrNp1daQXvfqpy+iXbc2fPjwl+Rs3gmAK9HFMRcN58IHzsCV4Arp9YTXrHVrmTDzh2iHUY2tNV8tW8L4Qw+nZVIyiU4n5/Tpxzl9+kU7tOjRJfgfarHRpTMxEo6E9KfROWeBvZW6DaXUk5nl3V03bhDEHY5S4V3Y6t3YLxdUIsqI3rzNiCQiV199NZMnT+ann36iffva13G7XC5cLvnDGU0Dj+mPUqrW5boAaS1S6DGgq99zffbE1zx/4xvV5mEs/mM5H/zfF0ycehf7Dg5Nb0QsiIt34ohz+Nx3RxkGyWmJ9b7WppVb+Oq5afw1bS62bdPn8P14YPLtmA4Dj9uifY82JCQn+D+RqJO1ublcMumLaIdRI1tr/ty4geN69Ix2KDFBOboGlk7kXYVdcijoQjDSvXM77OyKRAawtxGRxCTucIyUW8N+GW3vRBe+4N3ETxcCCh13OCr5KlRcv7Bff09hTbe01lx99dV8/vnnTJ8+nc6d6zb2LiKnZVYLRpx1WO2VR4HTbh3jd2fWOd/P4/kb3wCoNplS25qSglLuOPYBiguC38grVhmGwdBTh2D4WBZseSyGnX5Iva7zyxd/clGv6/n8qW9Yu2gD65dsYuprP3DFgFtZ9Nsyuh/QRZKQMNJac/WUSZRZ0Z0P4ks0V+7EnIRx+C9SVqF8lnfCqWeJ9//WWu+NOePDivoiNS0L9k54DRWVGP69nbSdg84+FYrfqkhCADSUz0LnnIEunRH2GPYU1kTkqquu4p133uG9994jJSWFLVu2sGXLFkrqsJOkiJzrXriUAcf0B7wVOJWhKm+w464fzck3He/3HB8/OqnWGhe2bVOYW+RzCW1DdMb4k3A4HKgakjjDNOh3RG/6HN6rzuffunY795/2GB6PVW0uiuWxQcMTV7zE0r9W1vn8wr9/t25h4fZt0Q6jVgoa3LJcbW1HFz6HnXM+ds4F6MIXvateamrrWY+dPxF721DsrYOxc85Hl35faw+uMluiUv9bh6gsQKPzJ4C1GdX8PTA7Vjxn4P1OK4g7rKLAWQhWscQdBmZbdNEb2HnjsfPuRpf95N0DJ4R0wRNgbWDveTAWYKPzbkHrsr0PDKOwrpqpbYnR66+/zvnnn+/3eFm+Gz1aaxb+upTp7/5Mfk4BLbNaMOrC4XTc10eJ5CrHHht/Bh6378qdB48ZyN2f3hLKsKNuwS9LuP+0x8jetBPTYaK1xrZshpwwgPFvX0tiSt17K169/V0+euSrWifEmg6DI844lNvevKbO1xC+vfbP3zzw88yYmaBalakUh3fsxKsnjI12KAHTpTPQuddQfddcBcSjmj2Pch28u235bHTORYCb3TdR0/t5/MmotPtrnVNhl0yBvBsIfmmuCa4RGM2e8SY77r/Q5XPBvdD7Ya+j+pCNvwoutXCNBNdRkP8fvPVGdiU7HnDsg2r2KioEdUO0XYTeNhh/NU1U2qOoBP9vOH2JmVUzEVwZLEJMKUXvQ3rS+5C6jTXbfia8arTfYlwNUe9DevLumuf5c8o/rJy7BldCHIOPO5AOPQMr6e3LnB/m+/yeWR6bv7+bV+/riNp5bDtiSciuXXP92fV2LystjYdG1q0QXzRozxp07tV4k5Cqr1MDpeidl0HmtyizDdouRu+8HO8NtOrvQEVCUvoJxPWDxFP3vk7Zr5B/B3WrYGpB+S+A92+i9qyDwueA2nZC1kA8mG3AWu371M4B4DoCFT8K7O3eSbLoio8qb+I8K7xLkDO+9Jayrw9rE/4LqznQnhWh6OMJmOxoJUJOKcW+B3Vn8e/La71x7kp0GiPTYTLk+AEMOX5A5C8uyX+dlXk8TF25nK+XLSWvrJRuzTM4vXcf9m+5u+7LlkI/K6NCKJAkJCXORavkZE7t1ZvT9tuflAY02V8Xv4s3OajpdWrAjS7+AJVyg3djOO3re6/QRa+j9khEtGcNeueleHtR6hyp978lk9H5twfQvhRS7oKiF8H9F3snQCYYrVDNnkUZzQCwdz6AN6Ws6e+lBZ5l6OL3UUln1/1lAKhAemQ1SkW2xowkIiIsxl1/HPee8miNzykFTpeTURccEdJrbli2ia+em8a8nxZhmAYHHtmX4y8/kpYdMkN6nWjpN2w/Vvyz2ufQTKxtMNhQbCsq5KzPPmblzpzKnog5mzfx/oJ5XNT/QO44dChAwLvg1leKMw4LXetmd4ZSDGrbnvfG7d0D0GCUzcB3vQ4bSr+FlBvQ5XPwXX5dg7USu+BplJHmrUBqtkMXv8Wu+R51Y4LzAGy7FPLvDfyY0i9QzV7yzjEpnVQ9bqMtJF8MyrtcVms3lM30H2PBvWhsVNK5dXgdu0JrB44e4Fnu43oWxPveVT3UIlpZNVgyR6Th0lrz4s1v8enjkzFMo/LmaTgMDMPg7k9vZvDoA0N2ve/e/pFHLngWlNp9LdPAMEN/rWjZvGorF/S8Fsuya/0b8tRvDzaqZdGRoLXmpI/eY+G2rbWuOOnVIpNVuTsjUj3VVIqLDhhA57R0bp/+3V7PG0rhNEw+PuV0ercMTZXeaLC3DQN7k/+GSddD8UugiwM4a5UBhfgToWwW6B11jLBC2tNQ+BRYywM/xjkAI+M9AGzPZii4pyLZsKmc16LSUGn3Qdzh6G39Aj61av6Ot85IHenSaRXzcmpiVMyJebbO598lmPt3eKuliCZLKcVlj5zLg9/cwYBRfUlrkUKLds057tIjeenfR0KaGKyYu5qHL3gW264+78S2bCy3h3tOfoRt67YHdc7VC9bxxGUvcnr7Szml9cXcPe5h5s5YELKY66JNl1bc/u71mKZRbZmw6TBAeYubSRISvDlbNjFv6xafy14X7dgesSSkRWISF/U/kNN69+Gxo46lTXL1rel7Z7bkg5NPa9BJCABx/al1p9yqip7YXc/DL737o/SrIKua1iDhVCh8OrgkBMCo0gtb8g6UTWd3r0hFL5DOQ+dehy6fDUagK51MdNHrwcWyBxU/CpXyX7wDIkbF/yv+HeIOQ6X9r17nr1NM0iMiGrpHLnqO79/+sdbN3wzT4LRbT+TCB84M6Hw/fvwbE896AqDahniWxw75xnV1sW7JRr56diqzp3oLmvUd2osTrz6G7gd0iWpcDdXjv//Cs3/+XqepjKGkgMM6dOLBEUfSNmX33zvLtpm7dTO5paVkpabRo2KX3YZIe1agi96E0qkVyUWIdqT1qY4rWXyWhvfDNRqj2eNoKxu9/VBqH4JS4NgXlXAcuuDhwOJUCRit/q1bXFVoOwdKPkd71oCRgoo/BuUM3dBuzKyaESIS/vr239p3oMXbM/L3d/MCSkS2rd/BxLOf3Gv4Y9f537rnI/Yd0oMBR/Wtd9x11aFnO65++qKoXb+xsWwd1eW4zeMTeGDEkezbIpMOael7PW8aBge2qf+qq2jTZb94V8JgEdxeLvW+ch2Pq0cPWNmPaF0OZdPwvVpHg2cROu4RcM4E95/+zx2ivgNlNIekiyK6OqY2MjQjGjxt+38vu2nlFsrL/M+c/+al77177dTyu26YBp8/9XWwIYoY1rdV66gmIkXuckZ17V5jEtJYaLuoYqlu1RogkbJr+CeSt9xC8KwGO49AbrNKF6GavwZxB/tpaUJcFFbjhZkkIqLB6zO0l3eehA+FO4t45upX/J5r/qzFPmt12JbNgllLgo5RxK4jOkd3SKvcsliflxfVGMKudBLoIqKykRwWxB0FRtUtRiJx6zPAbI//xEuB2Qal4irmZ/jaUNRCJZ0fsghjhSQiosE76ZpjfQ7N7DL1tRlsW+97Bn1tZemrqqmEu2i4HIZBs/jI1k3Y030/RX5/j0jS5XOJbI/EHsq/BXsVkAjOA6hbcbNgxIGjk3cZrEr20c4ERy903u3Y20d4i7bFj/E+Xm0ir/dzlXwtynV42KKOFklERIPXa8g+nHbrif4bKvj1i9k+mxw4so/PRMN0GFGdHyLC4+w+/TBq2ZIi3DTww+qVbCsq9Nu2IdLaU1GdtI69IbVuOFcXxeCeE6Jz+eIGOwel4lGpd1c8tufPV8Vr8iyE8l/BWg+eBd4qsUZziD8BjHZgtATXSFTzd1HJV0cg9siTRETsRWvN/J8X8+79n/LuA5+yYNbimC/Xf8hJg/22MQxFSWGpzzZHXzQcV0JcrcmIZdmMvW50nWIUseuknr1wRCkRAe8t+s+NG6N2/bAq/RbsrXU/XnuI/LyS+tLg9q5sUQknoNKfB7NrleeVt7hY5euyqh9r54BnCSpzOkbLWRjNnkbFDYxQ7JEnq2ZENZtXb+Xukx5m1by1lcMUtmXTpW9H7v7sFtp0js3aBW26tKxWOK0mlsemw76+Vx+kZ6Zx/6TbufO4ibhLyyv3zDEdBraluf6FS+k1ZJ+Qxi6iq6CsjJM+fJfyACY9h9OMNas4rkfj+dnS2gNlP6ALHqrnmRrqbu273+er+BHgGg7WSrBz0UZLyB7n41gLPIu9vTdxDb8Yoz/SIyIqFeYWcePQCaxdtB7wJiC7buxrF67npmETKMqrbbOn6ErPTOPQsYOqFfqqSilFess0Bo8+wO+5+g7bjzeXP805E06l5+DudD+gC8dfMYpXFj7OsZeMDHXoIsr+M+N78soiu+15TeZsbjw9Itq9FL19hLeCp70l2uGElusk/N86HRBX/W+NUgrl6IaKG4DSxaD9TVA2oTyA5byNgPSIiEpTX5tO9sacGodhLI/Njg05THtj5l5DE7btrdOx9M8VmA6TAaP6hrS41q6hoskvfMvqBetISk1k6KkHc9R5Q0lKS6psd/mj57Ng1lJyt+VV6xkxTAOlFLe+eTUOZ2A/8hltmnH2f07m7P+cHLLXIWLLjuJidpYUM2XFsmiHAuCzsmu0aGuLd+6CSvFuRx/A8JW2c9A554LOj0CEUeDoAPYB4P6bmue9GJBwkrdOhwiIVFYVla448FZWzF3tc05ZjwFdefbP3V2tq+at5e6xD7N51VZMh4HW3p6UPof34q6PbqRZy7R6xaS15plrXuWr56ZVVjdFgULRrHU6j864m/Y92la237Eph7fv/ojv3vkJd6kbFAw4qh/n3n2qlD8XAMzdsplHf5vFL+vXRTuUSqZSHNejJ4+POjbaoQAVu9bmPwDlP1H5B8HsiEq5ERV/jO9jC19AFz5B+FemxIpdlVsrNuVzDkQ1exnszVA+x/t83CCUo0PlEVqXo7cd4rdXRDV/D9VA64YEc/+WRERUOrvzlWxd63tPlsysFlz5xPm4y9wYDoMnLn2J4oKSveZmGA6Djvu259nZD+GM87Uu3rfJL37Hk1e8VONzhmnQunNLXlv8BKZZfVZ9aXEZudvySE5PIjk9qcbjI6lgZyGWxyI1IwXDkBHRaPl1/TrO++KTmOx9+PSUM+jfpq3/hmGmPWvR2eNAF1JTMqFS70Mlnra7vdbe7e7di0A50UVvgbUqghFHkwHEg9kGzPaoxJPRjj6QPx7Kf6vSToFrOCptIspIB8AueAqKnqXmd34mOLqhMr4KqBcqFkmJd1En7Xu0YfuGbJ8TPrev38E94x7xey7bY7N6/jpmfvgrR54ztE7xaK35+JEva90qwrZsNq3Ywl/T/mXwsdXHY+MTXbTu1LJO1w2lmR/+wgf/9wUr564BIDMrg7HXjeaka4/FdIRqSaIIhGXb3PztlKgkIaZSxJkmJR4PplKVMez6fPwhh8dEEgJ49zypJQkB0Pn3QPxolJHsnQuSe713Embl8tRgvr9OvNVWGyobKEElnoVKOhttF0L2SWBt2KOdhrKZ6JzzIONjb/Gy5CvQnkUVG+JV9KYAoMDIRKU/12CTkGDJWzNRafRlR/lMQurikQuf48Wb36K0OPjJgNmbd7Jp5Vaff9dMp8nc6ZHbFTdvRz7vT/ycS/a/kTM7XM74Ufcx6/M/sGtYcfH2vR/zwBlPsGre2srHtq/P5qVb3uLeUx/FshraksSGbda6tWyJYK0Oxe4/sO1T0/jstLN4f+ypDO/chSRnHElOJ0M7duadk07h0gNjY2mmtndC2Xf4HlbxoAseRlsb0TlngrVm19EEloQoMHugMr6A+OPrGXFs0CUfez8p+QSsddS83LhiJUzpFACUcnqTjfSnvaXdzXbg6IVKGY9qMRnlyIpY/NEmPSKi0iFjBnLwiQP57au/QlY3xLZsPntiMot+X8bDP0wgzuV/mEZrjVLKu+dLAALZayZQqxesY8orP7Bx+WaSmyUx9NSDGTz6AEzTZO3iDdw0bAL52QWVsWVv3snf383j8JMP4o73rq/s5Vg1by1v3f1RRXzVX4fW3sJq09+dxZHn1q23SARmde5OXpnzF18tXUKROxI7vXqN7t6DfVu0JLukmIzERIa0y6J78wwMpRjcPoZvMNZWAkomSj5Cl82s6DkJ9m+FRqXehnL2QjsPgNLPgo8zYhLA7ADWUh9tNFjelUG6xP9r0UWvoRK8BRiVMiB+FCp+VCiCbbAkERGVDMPgPx/dyPsPfs7nT39DQU5o3j3atmbxb0uZ+up0Triy5l84rTXT35vFZ09+zYp/VnsrmI7qR1pmKnnba599b7kt9jt033rHqLXm1dvf5cP/fVk5KdYwDaa/N4vuB3ThwSl38N8T/4+CnMJqicWuHqSfP/2djx/5itPHnwTA1y99t3tybQ2Uofjy2SmSiITRP5s3cfbnn1BueSI+HLNPRiY/r1vDHxt3d9G3SU7h5iGHctK+vSIaS1Aq5i/4Z3knY9aFuQ/a2oa2i6DotbqdI1KUAWZLsJZTey+RAjPT+6m9Hb+JmWcpWpegVEIIA23YZLKqqJG73M2GpZt4+bZ3+OvbfwPunaiNUtBpvw68NO/RvZ7TWvPYJc8z9bUZGIaqVkTM1x4yhmnQvHU6b696NuBlubX5+qXveOLy2ifFdtovq9oQS02atU7n/XUvYDpMbhz6X+b/vNhn+/gkF5MK3qlzzGJvWpdD6RTchZ9w+Oc92VHmwtaRHWc3gXhnHKUed40J0N1Dh3Nu3/4RjSkY9raDwfa9J1P9VJ0PEeNcw1Hxx6PzbvDRSKFSbkclnY+9Y6y3TLsfKnUiKtFXQbOGTyarNgJaaxbMWsKPH/1KUX4x7bq1YdQFR5DZPiMi13fGOem8f0dadsj0DpPUc9dMrWHTqpoLG8388Femvubd9MuukvDsmYRUrZxqmAaJKQnc99X4eichtm3z3sTPa3/esr2VZh0Gto/EaOeWXDav3kb77m1ISI73ft985PmuBFe94hZga81XSxfz5r//sDFvI68cNonezbYyfWNntpX2i0pMFlDicWPX8m8/cdZPjOnZi1RXbP37a2sHlHyM791fQ6GBJCEAiRd4C5MV9wP3PPaO3fQO3SRU1BuKPwYK/SUiBtqzEEXjTkSCIYlIDCrKL+busQ8zd/oCTIdZeTN7656PuOShsznl5hMiFsvhpwzh65e+C8m5klITa3z886e+qdYTsidlKA45cSCFecWsXbiehJQEjjj9EI6/YhQZbZrVO66Nyzezzc+yZdTecz1qbFbx5vvQsYP5c8o/tbYzHAZDTx0STJhiD5Ztc/20r/l6+TIMpXh00Az2TdsGwMKcDBzKwqOjszKptiQEoNzy8M3ypZzeu08EI/JNl/3q3fmVchpUohBOZjcMV8UeVs1eQ+feDOXT92jTFZq/gjIqdthNOA4KH/ZzYgXEhTraBk1WzcSgiWc9ybwfFwFgeazKUuva1rx069tMf39WxGLpP7w3+x2yD4aPHWnBm7D4YpgGI8+uefvqFf+sqjUJAW8CUFJYysPfT+Cjza/w5rKnOf/e00OShAB4yj1+2xjK8JuItGjXnNadvUuGjzjjUFp2aIFZQ8l5w1A4nQ5Oks3z6uX9BfP4Zrm3KmpmfCHHdliFaXj/jZyGjY7mtvM+mIbBxoLYqTqqrS3onZcBZUgSsptKu2f3F56V4P6dvW6Z1jLIu8M7JAgYZhswe/o5s4VyHRHSWBs6SURizOoF6/jj6zm1LqNVCt6575OI7YarlOL+SbfTb8T+NT7vSozjisfO57a3rqZT76yab7wVwygnXlNzRUbTz9CKUgpnAKtt6qpN19bEJ8f7bGPbNi3aN6/cCHAvCsZef1xlYbX4RBePTL+bNl28mwSaThPT6X0uMS2RB765g/bd24TuRTQxWmten7t7O/cDM7Zgqt2/E8ParMPSsfnnzbY1zRNq7h2MBl38Id5aHjE7XTCCDMBEpT5Uudut1m507pWgS6kxUSv/BYp2zy9TKVf5OL8Jjv0gblBIo27oZGgmxvz65Wyfu8hqDeuXbGTL6m2VN7lwS05P4v+m/YcVc1fz65ez2bh8MwnJCRwwcn8Gjz6gcq7D/76fwH2nPMr8nxejDIVSYFuaVh0zufuzW2iZ1aLG8x903AH8/MnvtU5M1WgGj67/DpQlxWUs/2sFHrdNp/3a07y1t0clPtHF6ItH8PnTU2r8vhumQfM2zfjfd//hlhH3kLM5tzIR3DWhduRZhzPuhuo9HG26tOKVhY8ze8pc/po2F8tj0XNwd4addrDMDwnQ2txc3pr3D1NWLKPM42HfzJac26cfh2R1ZHXuzt0NVfWbaO/mOxiUuYm/d7SOvYREwXHdY2iX3bKZNO2ekARvHQ9lopy9IOFklFmlGGLZ9xWrYWqj0cXvQNLlKOXwLsVNuQ1d8D+8iY2FdwqzBY4uqGYvNplCZYGSRCTGlJeUowxVcz2cKspK6l8TQWtNWUk5TpdjrxLpNenWrzPd+nWu9XnbsukxoCsr/llNSWEpjngnh4w5kCueOJ/MdrVPsj35huP58aPfanzOMA1SM1IYcdah/l9QDbTWfP/OT7x6+7tkb9p941KG4vBxB3HVUxfSrFU65917Ggt+WcKyv1ZV620yHQZx8XFM+OQmsvZpx6sLH2faGzOZ/t7PFOYV03Hf9hx32ZEMGNWvxj8upmly0HEHctBxjX8r71D7fcN6LvjyMzy2Vbn65I8N6/l1/TrG9ay+BPaf7FbYGqqOID5z8Hdc8NOxLNyZGcmwK9VSEJiLDxhAZlL0tx3Yzf/QZONlQuLpGKm319pCl8/De6v08X2yc8DaDBVFyFTSReA6El3ykXdYRyWh4o/yrsJRctvdkyzfjTE/fvQr95/+uM82roQ4Pt72KglJvocTalNSVMpnj3/NV89PJWdzLoZpcMiYQZw+fgw9Duxap3NuXrWV6w65k7wdBXvtfJuWmcpTvz7gs+T6zA9/4aFzn0ZbNratUYa3oFmzVmn837f/ofP+HYOOSWvNk1e+zNcv1jzZVilF684teebPiaQ2T6G0uIxJz3/LpOensXXNNuKTExhx5qGMu/E42nWTYZRIKiovZ8hrL1Lsrn31SfuUVDZUmWvRM20HqwrSUcDglpu4sMc8hrTcxInfjWVJXs29ceFgKkXzhAQMZbC1qLAyIYkzTS49YCDXH3QwRgTeEevyOeji98GzFFSyd7O6hJN2T6ysYGefWzH/oWlS6U/7LChmFzxSUe/Ed8KmMn9EmfJ3YhfZ9K4Bc5e7OaP9ZeTvUThrF8M0GH3JSK597pI6nb+ksISbj7ib5f+srnZ+w2GgUNz75W0MOib4GgfXH/YfFv+2tMZJp4bDYP/D9uWRH+72eY7szTuZ8soPLJ29AqfLwcCj+zPs9EPqnHD9+uVsJpz0P59tlKE4846xnH/v6XW6hgiP9+b/y10zvvfZJs4wKK9WVVeza78TU9lY2uDm/X9HAQ/PPyhsse6pVVIS7407jQ6pafyyfh1rcneS6nIxvHMXUl11+1kOhtYaXTARit+gckhgVzqkkiDhFFT8sWhzf9h5SkB1LxonA4wWqMwZKFX7HDRd9jt657k+zqO8OxO3mCZDLlVIItLAzfl+HnceNxFt29XmTRimQfsebXhi1v2kNEv2cYbavTL+HT5+dFKNcyGUUiSmJvDBxpeITwxsDoNlWTx91asBLfF9fcmTtO8RuY29bj3yXuZOn4+/n/D0lml8vOWVyAQlAnLzt1P4cunikFREPbzVGn7a2hEisIqmR/MMPjn1TJLjorc8Uxd/gs6/w39DlQ46N9zhxKiKJbTpT2PED6u1lba2ost+gcInwd5KbXNpVOqDqMSTwxJpQxXM/TvGZnEJgANG9uHp3x7k0JMGV67SSGmezOm3jeGpXx+ocxLiLncz+cXvfEyE1RTlFfPjR78GfM6nrnol4Doju3agjZQVc1b5TUIAcrflYXlkA7pY4m+5eDB+2tqJSCQhplLs17JVdJMQrdFFrxDQ622ySQh4e8/KIPdy7CrLbyuftYuxc29Bbx8K+eMrytlX2R0X8PY2AUmXQIIUJ6sPmTUTo7r178xdH96Iu9xNeUk5CSkJGEb98sYdG3Moyiv22cbhNFntp5T5LmsXb+Cbl3x3n1fljN+7+zM/p4DFvy8HrdlnUDfSM9MCOtfObXnkbN5JWmYqLdo2r7GNI8Alvwkp8ZWb1YnY0D+pBVP/2o4qtylvk0BZx+Td1eJilKU1J/TwV0Oi/rS2vZul1cTOBmtV2GNoPGwo+QRt5aCavwB4v78693Io/5O9e0AU4ARnL3D0RCWe7l1pI+pFEpEY54xz4owLTQ0NV4L/d2pagzM+sHd037/1o9/9YHaJi3fSd+juX9iSolJevOlNpr0xs7KgmOkwGX7WoVz15IW1VmFds3A9r4x/hz+/+adydUufob246MEz6TWk+pLIQ8cM4uuXv6+1Bwi8c0SOOneY3/hFZHjcHl665W2+en4ardy7e6nK2iSw5ZJ98DQP/xyLujCVol/rNhzWsVNYzq+tLeii16HkU9D5aCMDEk5DJZ2HMqoW9mvKy3DroXw6duFzGMlXQvnPUF7b5F0NeCDuEIyU6yIZYaMmQzNNSPPWzejWv7N3eXAtLI/FwScODOh82Vt2BjT0oZTixKuOJiktqfIad45+kCmvTK9W1dTyWHz/1k9c2ucmtq3fe9Otlf+u4ZqDbmf21LnVltgumLWEm4ZNYO6M6pPuxlx7bO0FyCokJMdHtGS+8O2RC5/ji6enYLmrD5XFbS0h9eetBPQDF0G7Vr8M69SFV08YG5bVMNqzBr3jRCh+C3TFKiE7G4peQO8Yi7a2VgmoBRiycqNOCp9Al89Gl3xJ5bBLjby9KCJ0JBFpYs66a1ytpcoN07u6peegbgGdK6N1s4B6yw8ZO4hhpx/ChmWb0Foz67M/mP/TYmx773dvWmu2rdvB2Z2u5M0JH1ZLOJ666hXKS9179XDYlo1l2Txy0XPVztmhZzvu/eLWWnuC2nRpxROz7qdVx+jUmRDVrfx3DT+8+3ONVYOVDc7s0pganumU3ow7Dh3K9+dcwMvHjwnbJnY69+aKBGTPeUw22FvQ+Xd722kN7r/B0SUscTR+Cl34ckXxMj9zxuydvp8XQZGhmSamx4FdOPKcoXz/zo+gFKriw/JYdD+gC3d/dkvAS9BGnjuUD/7vC59tWnXK5I+v5zDr0z8AcMQ5Ato8TmvNO/d9giPOwVl3jmP90o0s+nVp7e1tzdY125n34yL6HdG78vGBR/fn/Q0v8t2bPzLnh3nkbs+nXbc2HH3hEfQ7orcst4sh377zI8UHZFDSOgHDbZO4IBfX5t1zmpIW5oLbBoeKiYRkdPd9uLB/eAvVafci8Mzz0cKCsunY5f9C/n/AswR5f1lXGsp/BNcJ7F72XAuj9ppIIniSiDQR+TkFPH7Zi/zy2Z+733FqTYus5vQ/ojfDzzqM/iP2D2pC7K6qopNf+m6vEpK7hn+2r8+u1oMRyAZzVb0/8XPGXncsG5dvCaj9phVbqiUiACnNkhl7/WjGXi+bzMUaW2smL1vCc7P/YFn7bDi3O1QkqjmjO5CwOJdWby7HLLVQlsa1vpCyLrGxlD8+EhOc3QsDaKQh94oq79JlnkjdaUg8Ecq+9NFGQYIs1Q0lSZ2bgLKSMm4Zfg+/fjF7r27v7E07WTV/Hfsftm+dVuVc/cxFnHXHOFx71B3JaNsMBT4nigairLiMP6fMJTk9sE3CktJiZzMx4Ztl21w7ZTLXT/uGZTnZu1dFGqqyVntJjzS2XLxPZZ4bv7awDvNENIFs6OYyTBxK4Qzw9+CntWuCjCN42t4WWEN7B36HE4QfCsz24DwYXEf7aKeh/De0dkcsssZOEpEYYHksivKLa5wzEQo/vDuLVfPW1pgU2JbNin9WM+ODX+p0btM0Of++0/l4y8vc88Wt3Pn+9bz47yOUFZXVWGW1Lopyi9h3SA8y2jbz2c6V6GJgHarCiuh4e95cpqxY5ruRqSjtlkppt1TcaU7K2if6GJbZ++fNVDYpznKePfhbkp1lNR6V5HRy68GH8e8V17DsmhtZevUNNIv3vzqnsLz++z35onUpFL0V1muI6lTiud43ZMlX+G7o/sO7gkmEhCQiUbR6wTomnv0ko5POYkz6eYzLvJBXxr9Dfk5BSK8z9bXpPlfKKEMx9fUZ9bpGQnICB58wkGGnHUKrDi0o2FlUr/NV1aZrK2/C46cM+xnjTyIxJSFk1xXho7Xmtbl/B7bxvGWTc0x71v33AEq7+aozU/Vn3HvmFq5i3hk2iRFt1/LIoL1/xk2lOL/fAVw+YBBxVTZ+3KdFps8VMKZS9GwR5knOpd+AlkmRoVXZ7bbHYwriDoHEs7wPlXyO75UzCl38dlgibIokEYmSBb8s4epB4/nxo18rlyoW7izi40cncc1Bd5C3I9/PGQKXvSnH5wRRbWuyN+aE7HquRBemIzQ/Wi07tqDvsP0AOPrC4Vzx+Pk4XQ6UUphOE2UoTIfBGbefxJl3jg3JNUX47SwtYUN+gD/jSlHaNRXMYCapKgxs+mZsY79m2TgMzch2a+mUnFutlQaSnHuvqjqnT79aN9sDb/Gys/bvG2AsdaPLZ+P7ZiiCY4KKh5QJEHc4lUmJ2R6Vcjuq2Yu795zxLMf3UJcGz+owx9t0yGTVKLAsiwdOfxx3uWevBMG2bLas3sbLt77Nza9dFZLrZbbPYPuG7NqX7RqKzKyMkFwLwOF0cOjYwcz67I+Aip3VZlexsT++nkOfob1ISk1k7HWjOeq8Yfz40a9sX59Ness0hp46hGat0kMWvwg/s7bKoDWp4wIZG4PvN3Zie0kCmQklWBqGtlnPmuXpu9tozVN//sZjv//CPhktOLdvf8b27MWort05vkdPJi9bUq3XZtdOuhf3P5AD2vjfN8m7pPZfcP/lPTpuEMq5/x5tLLA2ep8326LUruQjtmqmxJZd/xJBcPREpT+JcnSApLPQ2gNYKFXDsmuVjPd9uo+/X0p6X0NFEpEomD1lLjt89EDYls0P783iskfPq/O+MlUdfdEIFvpY+mrbmmMuGlHv61R1xu1j+fXL2di2Dmi57p5Mp4nltnjnPm/hoLh4J2OuPoYLHjiD5PQkRl96ZEjjFZGVFh9PrxaZLN6xA+3vhlKPpbo2BmsK08hMKEFrhdPY+11uqce7kmvx9u3c9v00ZqxexdPHHMdjRx1D/9ZteO2fv9lQ4O296do8g0sPGMC4fffze21tbUTnXArWcnZnUxrt7ItKfxqMTCh+w1sxddekVKMVJF0AieejnAPRJZ/V+bU3aonnoZIuRLuXQP59YK/3f4xnIbB7Xo9SDmq7Bar4UeiyaT5OZkK8rMILFRmaiYJV89b6HbrwlHvYtCKwJav+DD/zUHoM6FJjlVHDNOg5uBtDTx0Skmvt0rVvJx785k7SWtS81HJXLAOP7sf5955Op95ZZLRrTo8BXUhKS9xrYm15qZuPH53Ewxc8G9I4RfRcNmCQ/yQkBBIc3kTDYWgW5NQ+r8OuiGXayuW8t2AepmFwfr8D+PH8i/nj4suZffEVTDvrPE7u5b/+jG3lorePrkhCoNrKHfc8dPZZ6Nwb0AX/tzsJAbC3ogv+D517I9qxPxDY3ktNji5Ema0x4oehUm4I8CCFzr0FXTrF/4qX+KPA7ETNQ2MG4EAlnR9MxMIH6RGJAldCXEArSuIC2BsmEHEuJ//77r88ddUrzPzw18qbvOEwGH76oVz9zEUh28+mqn5H9Ob99S/w26S/WfbXStYt3sCWNdspKy6lXY+2jL5kJAcddyCGYXDWXd7dK1++9W1W/LOmxl4UrTXT35vF2OtGs8/AwKq/ith1fI+erMjJ5uk/f69LR3sANG0SiuiVvgOPrVhflMrv2/0PpwC8Pvdvzt6/b2XBv8zEpOAunXctUNsGk9r7Dr6stnfxGsq+8X6ImlUpKKYSjkN7VkHRM34O0uBZhM69ztsb1exFlLN3jS2VioPmb6F3XgKepey+VXpApaKaPYOSCrYho3RN9ZRjRH5+PmlpaeTl5ZGaGpoiRlprFsxawur564hP8i73bNYysu86Nq7YzPk9rvXZplXHTN5a+Uy9d9zdU86WnSz6bRlKKXoN6RFzcyvGZpzvc8WN6TAZfelIrnnm4ghGJcJp0fZtPPH7r3y/emXIz/3ggJmM7bSMYo+TM2acwNK8wOdCLbjiWhKdwSfo2s5HbxuIzPEIo+TbMJIvqvxSa43e2geoeYn23gxQSagWX6PM1rW20lpD+e/osh8BN8rZB+KPrnleiagmmPt3k+oRWfrXSh46+0k2LNtcOdfJdJgce+lIrnjsvLD0CtSkXbc2HH7KQcz67M9aC36deee4vZKQpbNX8MsXf1JWXE7n/Tsw9LSDSUgKbjfS5q2bcehJg+scezhZHsvvsl/LssjeLEsaG5NemS25qP+BIUpE9K7FmFzfezZHtV/D2yv24/VlfdhUnBLUmRx1fRNQ9hOShISbhS6dii6dBnYxOLuBaziUfUtghd1s0EXo4ndRKTfV2kopBa4hKFdoh65FdU0mEVm7eAM3DZuAu6xibLDi74TlsZj8/LcU5xUz/m3fvRShdPNrV1GcX8pf0+ZiOszKiqe2bXPuhFM55qLhlW0LdhZyz8mP8O+MhZgOE6XA47Z47vrXGf/2tQHvlhvrTIdJcnoShbk+ekRMg+atfRc2E7GpzONhyopl/LB6JeWWxb4tWnJoh468+e8cvlnup7BZwFTlbIzHFgzisQWDgj6DqRSD2rWvVlckKLqkbseJwBW/i7Y3U7mypfwnvAmIE++/fiCr9WwomQw+EhERGU1maOahc55i5oe/+FxO+tK8R+ncu0O9rhMMrTWLf1/GjPd/oWBnIa07t+ToC4fTulPLam1uHPpfFv22bK/eE6VAGQaP/3wfvQ7qEbG4Q0VrTWlxGabDJM7l7Y168ea3+OzJr32Whn/69wfpOah7pMIUIbAmdyfnfP4JGwvyMZTC1rry/+GZH7I3s2K+h6213+u+ceI4Du/YqU7X0eVz0Dm+i++J+nDg/ZerrecjDcgL7FSqGUarP0ITlqhGhmb2UF7mZuZHv/pMQkyHwQ/v/MTFD50dsbi88zT2odeQfWptM//nxSyYtaTG57T2/ufd+z/hgcl3hCnK0LM8FpNe+JbPn/qmcmVQ32H7cdptYzj5puP54d2fyNtRUEPipTj8lCEyUbWBKbcszv38E7YUeisG7yoUtuv/kUhCzu/bnxSXi50lJbRPTWNA23ZcO3UymwoKKhMSsyJJmTB0eJ2TEACc/cHoAvaqEEUvdjMBXxtnKqAIvzVAwNvGIW9oYkGTSESK84srq5fWTpG7LXTVTEPl509+x3SYWJ6a49e25s9v/uHHT35j6MmxP45pWRb3nfYYv3zxJ6pKpar5Py/m35kLueaZi3nylwd4+IJnmf/z4srnnS4Hx112FJf872y/SydFbPl25fLKOhzR0juzFWN7Va/98f05F/DN8mV8u3IFpZaHfVtkcvp+feiYnh7UubVnLXiWAHFoZ29U2U8Q1xdK1+H7pimCopqD6xAonULt31ft47k92ajEM0MTm6iXJpGIJKcn4Up0UVZc+4xqrTUtO7SIYFSBKS4sIZD3jA+c/jgZM9Ppfei+4Q+qHr59Yya/fP4nQLUaErt6P5659lXeXP40j/14L2sXrWfl3DU4XU76De8dkuJuIvJmrFkdseGXmihgbX7uXo/HO5yM3Xc/xgZQnAxAe1Z59xcpnQ64wdET7J0VhbKqtAO8f1rDs4llk6V3ghVA4bKAKHAdBfG+dtkVkdIkCpo5nA6OOm8Yho8iYrZtc9T5wyIXVICy9mkX8C62b9/7cZijqb8vnpniewM+pfjm5R8A6Ngri+FnHsZh4w6KSBLicXsoKykjhqdNNUg5xcVRXUNiKOVzA7tA6NLp6B3HQfEHYG8GeweUz9orCdnNgyQioabBvYx69zKpFFTKraj0x1HBbDUgwqbJ/CucecdJpLVIrbG6KMDpt51UbZJorBh1/jAMHzfuXbStmfP9fAp2FkYgqrpbs2C9z5LvtmWzat6ayAUEzJ2xgNuPvp9j48/guKSzOa/71Xz25Nd43NKtHgqF7nL/jcLI0ppDsjrW+Xht7UDnXot3cmQgS0NF+BSDSqLOGxABpNyOSrqoosS7iAVNJhFp0S6Dp397kAFH96v2M5yWmcoVj53PhQ+cEbXYfGnWKp2rnrrIf8MKHzz0RfiCCQGny3etFmUoXCGqKBuIqa/P4JaR9zDnh/ns6gjZvHobL9z4BhNOeliSkRAIaoO7kF9bsX/LVhwYwAZ1tSr5GHAjtUFiRPKteJfpVl1evat6jL8l1wbKNTRckYk6alIpYauOmTww6Xa2rd/BusUbiU+Mo+fg7jicsf1tOP7yo1gxZxXfvPKD37YfPfwl3fp35ojTD4lAZME79KRBPpdRa1sz5ITI1EXZsSmHJy57wVtxu+oKHe295cye8g+TX/yOMVcfE5F4Gqv0+PiozRFpn5rGi8edWK8JzrrkayQJiREqGZU4FuIORBe9VjFxtRTMjqjEs9F2ARQ9WcvBBiSMQ5m17zckoiO278Bh0jKrBS2zYm9iqi8XPXQW3771I55y3+/QlaF4f+JnDDvt4Dr/8dVas+i3Zfzx9d94yj10O6ALh44dXFnroz5OvvF4Zn74S427eBumQWb7DIaeEpnVP1NfnY6v6SAazRfPTJFEpBZuy2J5Tja/bVhPqdtNs4QEjuzaba99WY7u1oNvV62IeHwJDgdfnn4mqa66bdeu3UvQBRPBClWxNVE/ChLP9JZXd/ZApT8EPITWevffOm2j7WwoeQdv74j2HocFriNQqf+NWvSidk0yEWmIUpuncM3TF/H4ZS/6bKdtzer569i5NbdOFUh3bstjwpj/sfj3ZdWquKa1SOU/H99I36GBrTCoTbf+nfnvJzfzwBlP4C51owyFUmB5bFp1zOShaXcRFx+ZoZlV82reXK+Sho3LNmN5LExHHatsNiJaa/7duoVZ69by58YN/L15IyWe6onxf2Z8z1Fdu3PTQYfQLcO7r8sx3brz5B/pbMjPw4rgROASj4df1q/nmG7BF/vT5f+ic84h8L1LRNg5eqOS965+XfUNl1IGKu2/6MQz0CWfeicWG81Q8WPA2VeW/scoSUQakGMvGclvk/7i98l/+23rLgt+boPlsbh91H2sXrC+8utdCnIKuOOYB3ju7//Rcd/2QZ+7qoNPGMgHG17ku7d+ZNnfK3E6HQw69gCGnDAgosNkcQlxKEOhrdpvjqbDqHWCc1OyuaCAK7/5in+3bvE5zKKBaSuXM23lctokJ3NU1250b96CR486hjunf8fS7B0Ri9lQio35wdcv0Vqj824HypEhmRiS/rh3V9wAKGd3lHN8mAMSoSKJSAMz9NSD/SYiqRkpZLQNvjfk98l/s/LftTU+Z9say2PxyaOTuOmVK4I+955SmiUz9rrR9T5PfQw5fiA/vPNzrc+bDoODjh+AUortG7KZ+tp01i3eQHxSPIeNO4gBo/qGfHfkWFTsdnPGZx+xMd9bNjvQW/PmwkLe/Hcu4O0cP7ZbD87Zvx93zfw+LHHuydaajITEgNpq7YGSz9DF74BnJd7JqSJmOPbHcERu+w0RWRH5K/rss8/SqVMn4uPjGTx4MH/++WckLtsoHX7yQaQ0T661FocyFMdfcVSdehZ+/vR3n+/+LY/NjA9+Cfq8seqQMQNp2601Zk31ZZQ3+Tr1lhP54pkpnN3pCt657xN++vg3vnvrR+4c/SBXDRzPzm0B7mnRgH25dDHr8nLrNayigSkrl/PO/H+COs4AkpzOOtUBiXc4GNmlq//YtBu98wp0/l3gWYokIbFGodLujXYQIozCnoh8+OGH3HjjjUyYMIE5c+bQt29fRo0axbZt28J96UYpLj6O/358E444R/UbqPKOlfY+tCdn3jG2TucuLijxudkcQHkQBb+01vwzfT5vTviQN/77AXO+nxdTxcIcTgf/++6/tOnSCtg9DKMMhcPp4M73rid3Wx7PXvsatq2xLbuyZwhg1by1/PeEh2LqNYXDl0sW16dqQyVba5ZkZwd1zKn79eadsafSLD4eCK56xLWDBpPiclV+rd1LvFvHl/2M1lVqmxS9VrF7K8hQTKyJh/RXUM76zU0TsS3su+8OHjyYgQMH8swzzwDeCqZZWVlcc801jB/vewwvlLvvNjZrF63n40cn8eNHv1JWXEbbbq054cqjOe7yo+q8uuWlW97i0yd87HyroE2XVry1/Bm/59q0cgv/HfM/1i5cX5EwKSyPRVbPttz7xW2071GPug4hZnksfp/8N79P+ovyMjfd+ndh1PnDSM1I4ZqDbmfZXyt9Vrd97Md72f+w2C6tXx+j3nmD5TnBJRChMrBNOz485XTKPB6mrFjG7E0bKfV4iHc46JiWTn5ZKR8unE92SUnl3JUE0801+/3NJT1XoBJPAdcwKHgEPAt2n1ilopKvQiecCzuGgi1vjGJO/ImotIlSeKyBCub+HdZEpLy8nMTERD755BPGjBlT+fh5551Hbm4uX375ZbX2ZWVllJXtnqWen59PVlaWJCJ+VFu+Vg8blm3igp7X1fq8MhSXPXwu4244zud5CnOLuGT/G8nZkrtXUmOYBumZqby84DFSm6fUO+Zwys8uYFzmhT7bmA6Tsdcdy6UPnxuhqCJneXY2Hy6cz6Rli9kRpTLtDsNg2dU3+Gzjtix+Xv0T67c8T/O4Ioa1WU2Sc9dkbYPdSzhrSLATL4LiV0MctQgFlfY/VMKYaIch6iiYRCSsQzM7duzAsixatWpV7fFWrVqxZcuWvdpPnDiRtLS0yo+srKxwhtdohGpJWvsebTn/3tNrPKdhKPY9qAfHX3GU3/NMe30G2Zt21tizYls2O7flMeWV6SGJOZzKS/2XJlcKyksb15wCrTUP//ozo959gzf/ncP2KO4VE8hPtsMwGJY2kXO6zWN0h+VVkhDwJh+aWvd9KX6j3jGKcFDgPCDaQYgIiakp/7fffjt5eXmVH+vXh2qnRRGos+4ax/i3ryWr5+6hk+T0JE69dQz/9+1/AqrxMf39WT7nTWhb88N7P9X6fKxo1iqd1AzfvTYej0WXvp0iE1CEfLhwPs//5Z1QHsm6H3syleLgrABWSrj/AmsNddtkzgKjJfXau0SEmAlxQ1GySqbJCOvgW4sWLTBNk61bt1Z7fOvWrbRu3Xqv9i6XC1eVyWUiOkacdRjDzzyUHRtzcJe5yczKwBkX+LyTwp1FftsU5RbXJ8SIMB0mx19xFO8/+FmNc0SUgvikeI44IzbL6deFrTXPzv4j2mEA3iTo4gMG+G/oXkKNpXoDZWTIHJGYobzl2tMfinYgIoLC2iMSFxfHgQceyA8/7N4jxbZtfvjhB4YMiUwZb1E3Siky22fQtmvroJIQgKx92/lcBmyYBlk929U3xIg4ffxJ7DO4+17Lpb0rbEzueO96EpLioxRdaGmteXPuHDYWBF8ELJTMimHBuw4bFtiuuSqeeq12sXegknfNjdpVQTemOosbNiPQ3/V4VMp/UBmfoozmYQ1JxJawT0e+8cYbOe+88xgwYACDBg3iiSeeoKioiAsuuCDclxZRcvxlR/KHj6JrtmVz/OX+55rEgvhEFw9//18+f2oKXz03le3rszEdBoeMGcRpt42hx4H+61Q0BFprxv/wLR8vWuC/cT0oYJ+MFizLycauGPZRQKf0ZqS6XLhti/6t23LW/n3p2SKzIrZyKJ2Gdi8C5US5jgBnv93zmFyH400c6jI0A9jbIeliVPwodPEH4F5Y0cviv2dPBKD5O7DjGKDUZzOVOgGVOC4yMYmYEvZE5LTTTmP79u3897//ZcuWLfTr14+pU6fuNYFVNB6Djj2AI04/hBkf/rLXG1Wl4NCxgxlyQgBd7jHCleDi9NvGcPptYygvLccR52h0FVU/Xbww7EmIqRRZael8fMoZaGDh9q2Aom+rVsQ7au5102V/oHOvAZ2L98+VRhe9AGYHtEr1JhFGBjh6gGdJnWPT1laULgfX8VAyDUlCQiURw9EO3exp9M5LqbXnKm4YJJwYycBEDAl7HZH6kDoisa24oIQf3v2Z+T8vQilFn8N7MfzMQ0lITsCyLD5+ZBKfPTGZnVu91UfTW6Zx0rXHctqtJ8b0JnLL/l7J39/Ow7Zseg7uRv8R+ze6xGNPx773Jkt37Ajr6pgh7bN4YtRoMpOS/DcGtHs5OvskwEOdeztEdMUdgdHcu1GnXb4ECu4F999UJiQqBZIuQSVdhFL1391bxI6YqSNSX5KIxK4FvyzhruMnUpRXXHmTtm2b5PQkHph8O72G7AN4i4VtWrkFraFt11YR3dQuWDu35nLvKY+yYNYSb4XVil2B23Vvw4RPb6Zz78Y5i99tWezz7BMhP2+y08nQjp1JcMZxTLfuHNG5S1DH27njofRLwPLbVsSoFj9jOKr3fmutwc4GPGBkolTsvikRdSeJiAirHRuzuXDf6yktLkPvsZrEMBSuJBevL3mKjDbBb7wXLeVlbq4ccBvrl2yssQhbUloiL817lBZtG98kOsu26fHM4yHrDYk3Tbo0a86SHdur9WMc1D6LR448mrYp/n+XtdborX2AMr9tRYyKOxyj+SvRjkJEScwUNBON06Tnv6WspHyvJAS8G8WVFZUz+YVvoxBZ3f38ye+sXbi+1iJsRXnFfPnM1ChEFn6mYXBQ+6zK1Sr1VWpZLNojCQGYvXEDp3z8ATklgSzd1kgS0rCp5MuiHYJoICQREUGb9fkfPjfHs22bXz5vWDssz/hgVq07GoM3GfnhndgvwlZXlx4wMOzFyyyt2VpUyNvz5vptq5QBZvuwxiPCxQCzEzgbzoR0EV2SiIigBVLSvKzEf3n0WJKfXVhjD09VRXmxX4StroZ26sydhw0DCFnPSE1srfloYWCrc1TiWUjF04bGBJzefWLC+HMkGhdJRETQehzYpWJH3ZqZDoMeA4ObmBht7Xu08fmalFK06dq4l5xf1P9App11Puf06Ueflq0wwnQjyQ5oaAZIPAucfcMSgwgHA1wjUBmfoOL6RTsY0YBIIlJPG5ZvZu6MBaxesM7n/iqNyQlXHY3lqX1oxvLYnHjl0RGMqP6OvWSkz9ek0Rx3WcMowlYf3TMy+O/Q4RzWsVPYrpGZGNjyXaXiUc3fBKNhJbVNiwLnCEi5E+LHgZkJ1lq09vg/VIgKsbuWMsYt+XM5z93wBot/W1b5WKfeWVz68LkMHNUveoFFQN+h+3HqLSfy0cNfYhiqch8WwzSwLZvTx59E70P3jXKUwdnv4H049pIRfPPyD3s9ZxiK/Q7pyVHnD4t8YPXksW1MpQLuJtdaU+rxMGnpksrKp6FkKMXpvfsEFkvZr+iil8BeFfI4RKhocM8E9w/sup3o4nfBaAvNX0E5ukU1OtEwyPLdOlj0+zJuPmICltuqthnarj/2d392CwefODBa4UWE1pqfPvmdTx79iiV/rgBg34O6c/KNx3P4yQ1zHyHbtvn08a/5+NGv2LklF4CElHiOu/RIzrv3NFwJDWNDxjKPh7fnzeXteXNZn5+H0zAY1bU7lx04kP1a1jy85LYs3p43lzf//Yf1+XlhictUinapaXx1+lmkunzvz6OLP0bn34W301bqiDQ8JhjNUC2moozY+dstIkfqiITZlQNvY+U/q2vdkTW9VTrvr3shpquHhpLH7e2GjWSxMtu2mfP9fP6Y/DfuMjdd+3VixNmHk5iSUO9zWx6LdUs2Ynks2vdoS3xiw0hAwJuEnP/lp/y5cQOwu6D2rl6RF487kSM6VR/qcFsWl3/9JTPXrK52TH0ZSlXbT2ZE5648MPxIv5VVtbUFvf0IJAFp6BQq5XZU0vnRDkREQTD3bxmaCdKahetZ/nftXcVaw84tucz5fh4Dj+4fwciiJ9LVUndsyuGu0Q+y8t+1lcmeZVm8dOvb3PHe9Qw5vn7LBk2H2WCrqL40ZzazN23cK5mwtEZpzbVTJvP7RZeTFBdX+dz7C+Yxc83qkJd3v2XIIXTLaIHHtundshXtAihkBkDJJ4QuHRLRo9GlUyQREX7JZNUgbV27PcB2O8IcSdNkeSzGj7qfNQvXV35teSzQUFZcxj3jHmHZ3yujHGV0WLbN2/Pm1jq3QwNFbjeTllXfHO6tf/8J+lqBzDiZs3kzIzp3ZVTX7j6TEG0XoYvfw84+E3v7SHThy8jeMo2EbrxL3kXoSCISpLQWKQG1S81IDnMkTdPvk/9m7cL1Na5w8d5/NR898lXE44oFOSUl7Cj2/YffYRgs3L6t8muPbbMqd2fQ/Q+B1Br5c9NGv220tQmdfRw6/25w/wXWOqAkyGhEbDLB0TPaQYgGQBKRIPUY0JVWnTJ9tklIjmfQsQdEKKKm5Zcv/sQwa/+xtTw2v3z2R5NZSl2VM4AdgrXWxJm75y6ZSuGow87CDtP//Cd/uYrWGp1zEVibg76+CAPHPngLktUm2LoyFirxjHoEJJoKSUSCZBgGl/7vHJ9tzrvntAY1wbEhKS0q9VsB1eO2fJagb6yW5WT7bWNpzYjOXSu/VkoxonOXoIqXKWDfFpk+jzGV4tCsjtUe0/ZOdNGr2Lk3Ye+8HL19GFgrkWGYGOAcgGr2RpUeDBPv7cHwfp54KTh6VD9GZYJz1zy4qj8LFZ8nXoiKkzdkwj+ZrFoHh588hNveuoZnr32NwtyiyloarkQX591zGmOvHx3tEButjr2y+OWL2WirlmREQZvOLZvMiqWqvly6GAOF7WOgxUAxpH1WtccuPWAg01auCPg6SinuOHQoZ3/+CeWWp8ar2VpzQb/dNyFdOg2dezOwq/R/0+uxillmJ1SzV1BGImR8CuW/oku/BV3irQOSMA5ltkDrm8CzGKwNYDQD5wGAguL30MWvg7W+4nzdUMkXQ/yYaL4q0YBIIlJHI88+nMNPGcIfk/9m27odpLdM4+ATB5CQXP/lo6J2x1w8gvce+LTW5xWKE686JoIRxY7skmK0nxu8jcbSGkeV3oz+bdqS4oyjwB3Y/kBPjhrNgW3b8eJxJ3LZ5C9w23blBFmzYsnu/cOPpH+btgBo9wJ07nV4kw9JQGKDC8x24DoaEk/1JiFUbDboOhTlOnSvI5RS4Ozl/agq6WxvOX69EzBApck+MyIokojUQ5zLyWHjDop2GE1Ky6wWXPnkhTxzzavVqroCKEPRZ2gvjr9yVBQjjJ62KakYSvncRbd5QsJec0J+WruGciuwmh2vnzCWoZ06A3B4x078cO6FvDd/Hj+uXY3HthnUrj1n79+P7hkZlcfowpd2fRbcCxLh4TwIsMH9JxQ/B8XPY8cdjkq5BeXs4ffwmiilQDUPbZyiyZCCZqJB+uPrv3n/oc9Z+MtSAJq1TmfM1cdw8k3HE+dyRjm66Fi8fRuj33+71ucNpbhiwCBuGrL73e7Dv/7M83/9GfA1Zp53ER3S0v2209qCko/QRW+AtTrg84tIUVRPDE1Qcajm76P27PEQog6koJlo9AaPPpDBow+kKL8Yd5mb1IwUjDqs/mhM9s1syZm9+/Degnl7PWcqRduUVC7sd2DlYzPWrAoqCQFIrlIIrTZaW+jcG6FsalDnFpG0V8k70GXo/LtRGR9FIyDRhDXtv9yiwUtKTSQ9M63JJyG73HvESG4acggpcdVXbWUkJnLqfvthVvk+vTF3TkD1QMDbmzKkfRbNExL9ttUlX0LZFGROSENjg3su2tM0CwKK6JG/3kI0IoZSXDXwIB496phq9UK2FRXx6G+/MviV55k460c2FxQwZ/Mmn/NJdtmVqlw7yP9mhrZnA+RPqGv4IhZ41kU7AtHEyNCMEI3MmtydXD1lEu4aJqCWWRYvz/mLV+f8HXB5qpQ4F/87chSD91j2W5XWGl34NBQ9U8eoRcyQ3XJFhEkiIkQj89a8uVi2r2oi+Kw1UtXxPfbh/0aOwmW40e7FoJxgdvEu86yq+A1JQhoDoyU4+0U7CtHESCIiRCPz/coVAQ25+JPocHL34QcRV/w/dMlHoCv2gDHaQvJlkHA6Sim0LkcXPlvv64noU8nXo1TTKwYooksSESEamXI7sJog/tx56GDSii/xVtOsWobd3oTOnwCeDajUW6D8T9D5IbmmiBQD70RiE7AAp7eOSOLJ0Q1LNEmSiAjRiBSVl7NPRgt2FBXVawcXBXSJnwKeRdS68qX4ZeyyaRB3cD2uJAKhtf9NBAOmmkHGV6iyb9F2DspsDfHHoozAdhYXItQkERGiEVi0fRtP/fEb369eWVluvb72Tfoev8tvrXVQIqsswi2UFdNVyq0oRytwnBP0frpChIMkIkI0cH9u3MC5X3yCVWXPl/rTJJnbQnQuERviUKn/QSWOi3YgQlQjiYgQDZhl29ww7Rs8llWvoZiqTKUY0bmtvFtubFQcJIyJdhRC7EUKmgnRgM1at5bNhQU+kxAFjOzcFaNK/36LhAT6t24DUFldddf/+7duy/8N+AokFWlcdKEUKxMxSXpEhGjAludkYyjlc0hGAxcfMIAHRxzFypxs4h0O9mvZCodh8O+WzXy0aAHr8/PISEjkxH325bC2paic/0buRYjIkaW5IgZJIiJEA5bodBLIBtqz1q1hULv2tEisvldM39Zt6FvRM7KLLv5MdohpEPbcQdcPow2YncIVjBB1JkMzQjRgIzp3RQWwpOKZ2X8wdcXywE6q/O+wK6LM7A1Gs4ovHHjrgfimki7euyKuEDFAekSEaMBaJSdzaq/efLhwvs/3xgp44o9fGdW1W42Ji9alUPIFuuQTsDaHLV4RCgqVdjs4+0DpVHT5n4ACR08ofheslXjfY9pUFixLOAcSz45q1ELURhIRIRq4u4eNYP62rSzcXvtyWw0sy97BmrxcOqc3q/6cnYvOORc8Swi6u1+EgYL4M8DeAuXT8SYVCrBAJaHSHkLFDfQ2TTgRlXBi5ZE68VQo/RZd+jXY+eDojEo8FeXsE40XIkRAJBERooGLM02O7NKNJTu2+91jpqi8fK/HdN5/wbNr2EaSkOjTYDbHSL8b7V4OZd+idTHK7AoJx6BUQq1HKhUHCcehEo6LYLxC1I8kIkI0Al2aNasxCYk33RybtYoeaTmUWU46JB4BtKp8XltboGwakoDEmOI30cmXoZzdwdldFlKLRk0SESEagSO7dCPNFU9+WWllSjG8zRoePWg6yQ43Hm1gKDALT8cuOwgSx6F0GdrahCQhMUgXgHsRxPWPdiRChJ0kIkI0Ai6Hg4ePHMXlX3+FAvo028Jzh3yLoTRKgVNVKXnm/h3yfpf0A+9mcrk7TBxOm5R0XflYKPd2qTtPtAMQIiJkLZcQjcTILt14b+ypDGrbnit6zQHAiIkbauxSClYvjsfp0tUeiz4TbXaIdhBCRITSgVRDipL8/HzS0tLIy8sjNTU12uEI0SBoXYq9tS9K+jz82vXXLzaSjz2oFFT6UyjXIdGORIigBXP/lqEZIaJgyY7tTFmxjIKyMjqlN2NMz31JdcWH5uS6RJKQAMVkArKLLkTvvAwyPvdOWhWikZJERIgIKnG7uWHaN3y7agWmUiilsGybibN+5N4jRnJKr971v4hKBZKAovqfq462bXAy+e0M5vyYgm3B/kOKOO7cbLK6lUUtpoZHAxa66FVU+kPRDkaIsJFERIgIuunbKXy/eiWAd7ltxdhAmWVx2/fTaJ6QwIjOXet1DV32C9FMQv74PoX7Lu6EZSlsy9vlsHpJAl++1oKbHl/PkafsjFpsDY8FZVMASURE4yWTVYWIkBU52UxdubzWnXINpXjqj9/qdQ3tXga5l9brHPWxbYOT+y7uhMe9OwkBsC2FtuHRG7JYuSBEQ1BNhS4NaGNDIRoqSUSEiJCpK5Zj+piUYGvN/G1b2VxQUOdr6MKn8e4xEh1fv5OBZSm0rul1KgwDvnitRcTjqovYuPcrMDsHtLGhEA2VJCJCREiRuzygG0qxe+8y7AEr+77ux4bA3z+mVOsJ2ZPlUfw9o2GsgIvMvd//n2Alm9WJRk7miAgRIV2bNcdj++6tcJkmrZNTANCeDejit6F0KugScOyDSjobXEfVsoOud3JjNGk/nTFd9ivh/Fsbw+6+u3a3rauKXXHjBkPcQVD4eA3nVN7nEk+tT6BCxDxJRISIkNHd9+GeH2dQ7C6vcXGtqRRj992PpLg4dPnf6J0Xgi6nMrlwz0bn/gGuI9GOfcDeDEYzVPzxKOe+6NLPI/lyatRnSBGrFiXU2CvSZ0ghD7y3CocjJsY86kkDTrzVT4N5PYng6ApmG1TCWHANRSkT7eiCLnwBPAu9zYwW3p6QpIu9G9kJ0YhJQTMhImjKimVcM2UyQLVJq6ZStE1J5bNTz6R5gkJvO9y730it77oVu7v1LXAdC2UzgJIwRu/fxlVxXDy0J7YFVNmqzTA178xeRHqmB9OMWnhRZkL8iRg+luJqOwe025uIqCb7jRKNQDD3b5kjIkQEHdOtB++edAqD2ravfCzB4eDM/fvy2alnkpGYCCXfgM7Dd9f/rmGYit6Ssm+IdhIC0K5LOTc/sQ5lgGnuTrQGj8wno3VjTkIUmP6KjlmopLN8n8VojjJbSRIimhQZmhEiwga3z+K99lnsLCmhyF1Oi8RE4h3Oyue1ew7eX82GuenZiHG5dN63lC9fa8FfM1LQtmLYmJ0xtJlcOGiwVkPiRVD8KpVzQKDyc5V8M8q5f/RCFCJGSSIiRJQ0S0igWUJCDc80/HfDXXqVcsMjG6IdRoR5UM59IP1FdPHrUP4X3gmng1BJF6Jch0U7QCFikiQiQsQY5RqCLvkg2mGIutBlqIQjUPFHRDsSIRoMmSMiRKxxjQSjLfLr2QA5ekY7AiEaHPlLJ0SMUcqJav4KqJRohyICZoJjH3D2iXYgQjQ4kogIEYOUoxtkfIn8ijYQKgGV9oiUYheiDmSOiBD1pD2r0MVvQel33gJkzv1QieeAa7jfG5PWbrS1FaWLwWyLMpIrHtcoFYd29gX3P5F4GaI+0p/0TlQVQgRNEhEh6kGX/YTeeSXVanqU/4Eu/xUSzoTUCXslI1qXQNE76KJXQO/0PgaAAx1/Ajj3h5L3wbMsgq9E1J0D5ewb7SCEaLAkERGijrSdh955DeCmepnvioSk5D2IOwASTqhyTDF653ngnsfepcE9UPqZ9wPp4m8YTIg/GmVI5Wch6ipsA9Br1qzhoosuonPnziQkJNC1a1cmTJhAeXk9dhYVIpaUfAaUUvteIwa66I1qj+iiZ8E938cxlS3rHZ4ItT2TQxNUKir5xqhEI0RjEbYekSVLlmDbNi+++CLdunVjwYIFXHLJJRQVFfHII4+E67JCRIx2z8V7c6otabDBswCtLe/GZrocij+gfru2itDzJhR7l9X3/tuq5BvA0Rld8BhYayqeM8B1BCplPMrRfq8zCiECF7ZE5Oijj+boo4+u/LpLly4sXbqU559/XhIR0UgE0qGoqHwnbW2p2MhOxBYbmr0Ipd9AyUegi70Pmx1RyVegEk7yfu0aBZ4VoAvBbI8yM6MXshCNSETniOTl5dG8efNany8rK6OsrKzy6/z8/EiEJUTdOHoBX/toYELcQJTyJiy6fE5EwhK+VO3BMgEblfogKq4fxPVDp9wI1gbA5U02qkw0VkqB09/GdkKIYEWsSMGKFSt4+umnueyyy2ptM3HiRNLS0io/srKyIhWeEEHRhc9Dob+ePQuVdJG3fclXkH9b+AMTPiSA63hv1VqjLcSfhMr4ApU4rrKFUvEoRzeUI0tqgggRIUprHdSsuPHjx/N///d/PtssXryYnj13lzreuHEjQ4cOZdiwYbzyyiu1HldTj0hWVhZ5eXmkpsqsdBEbdPFn6PzxftuplNtQSReh7SL09oNBl0QguqYuESje4zEFxKOav4KKGxiFmIRoevLz80lLSwvo/h10IrJ9+3ays7N9tunSpQtxcXEAbNq0iWHDhnHQQQfxxhtvYBiBd8IE80KEiAStbfSOkRXd9z6kPYmy1qGLPwB7E7IKJlJMMNuDY1/wLADiIP4oVOIZKLNNtIMToskI5v4d9ByRzMxMMjMDm6S1ceNGjjjiCA488EBef/31oJIQIWKStcp/EoIBeePRSA9I5FlgrUWl/hfleirawQghAhC2zGDjxo0MGzaMDh068Mgjj7B9+3a2bNnCli1bwnVJIcJPlwbQyAZJQqLIRJd+H+0ghBABCtuqme+++44VK1awYsUK2revvs4+yNEgIWKH2RGIA6QwX0yT+ThCNBhh6xE5//zz0VrX+CFEQ6WMFIg/Ae/STxGbbJSzR7SDEEIESCZtCBEklXozmFnIr0+sckDC2GgHIYQIkPwlFSIIWmvwrATnfmC0YvfopvwqRZ8BKFTafSij9sKJQojYIrvvChEgrT3ovFuhdDLeoRmLygTE2Q88a0H7XtouwijuIFTSZSjXkGhHIoQIgiQiQgRIFzxWkYSANwmByk3S3HPB7AxWDlIzJJIMiDsM1ewplEqIdjBCiDqQREQIP7S1A513D5RP89HKBmtlxGISu9iopAskCRGiAZOBbSF8sD1r0NuH+0lCRNiYXVDJN1R8UfXPVcXnSRejXAdHOiohRAhJj4hoUrTW4J6HLp0E9k4w26ISxqIcnWto64HsM4BAipiJutIaattfTqXcioofDo6e6OLXofxPQIOzLyrpAnCNimisQojQk0RENCrayoaST9CeRUAcxA0CXY7SO9GqGZT9COUz8U421YBCF72ITroYlXxLtR1Xdek3Mvk0AmpOQhQq9R5vEgKo+CNQ8UegtV1xjHTmCtFYSCIiGg1dMhmddxu7J5JqKP2y4jOzyuPs8TlQ9AoYmZB0we7Hij8JY7SiVkYbaP4uytF+r6ckARGi8ZHfatEo6PJ/0Hk3A268K1lsqq9esWo8rto5il5Ea3eVB/JCG6TwzWgOSVejMqdi1JCECCEaJ0lERKOgi14GaploECg7B9wLdn9tdgrsONfo+l23qXMdC5m/ojJ/xUi5VlbACNHESCIiGjytNZTNJJBeD/8n2z0xVSWe7L+92Q2Vdg+Y3et/7abG0R3V7CVU+uMYZgsZdhGiiZLffNEI2IAnBOcxwNFt95dxh4BruO9DrJXobYeDtTwE129CEi/DaPE1yjWs2gRhIUTTI4mIaPCUMsHsRv2GZkxwHYkyM6uc10ClPwWJFwJxtRyngeJ6XLepURB3GEbqTdEORAgRIyQREQ2adi9BF70Dzn2oe2l1E4xWqNS7vOfUNtragra2Ak6M1PGQ9mioQm6CFN7l0oBzECr9yahGI4SILbJ8VzRI2tqCzr0R3H/hvdEFmoTs6jUxAAtUAiScgUq+FFQauuhNdNHrYG/yNjM7QNJFUPZbkNcRAKhm3uEuZw9U/LHgHCBDMUKIaiQREQ2OtgvROWeCtXnXI1WeVXh/rN0VnycBhbufNlqDvRXvxFYFugRKv0HHDYPST6B0UvXzWevQ+RNANUeSkDrQueCejUoYjYobGO1ohBAxSIZmRMNT8glYG6l5lYwG3GB0rfi8Igkxu4PzYLC3ULlj7q7Ewt4GuRdA6VfUmmzonNDF36R4v586/360Ld9DIcTeJBERDY4u+cx/I3uPnXCt5eD+lZoTDZuQLP0VPlhQ8nm0gxBCxCBJRETDY+cgwyQNjYn2rI12EEKIGCSJiGh4zPbIj25Do8FIjnYQQogYJJNVRYOjEk9D580J+Xnzy+P4aUsWhW4nXVLzGNhic63b04tgWd5VM0IIsQdJRERM0p4VFUtmNcQdiHLut/vJ+NFQ/BG4/2H3xNO6szU8sWAgryztQ7m9+1eiY3Ie/xs0gwNbbK33NZo2A+IORzl7RzsQIUQMkv5tEVO0lY2dcz56x7HogvvRBQ+gs0/Czj4ZbW0EQKk4VPPXIPEMwFXl6AQgMehrPjh3CM8t7l8tCQFYX5jCuTOPY9HOjLq/oCbLQeWfF9dwVPrjUY1GCBG7pEdExAyty9A7zwXPql2P7H7SvRCdfSa0+AplpKFUAip1Ajr5RvAsBhQ4eqELn4filwK+5qaiZN5cvj81lYdvn1TAvuk7+H5jR3o1y67Xa2syVDqk3AbWGpRKhPgjUVX37xFCiD1IIiJiR+nX4Klt8zjLWwOk5GNIurjyUWWkQNygyq+1chJMBdSv1nVDKY3WuxORtokFPDDgJw5rvWH3eTUyX2RXmfZalzorVNIFqMRxkQpICNEIyNCMiBm65At8/0hqdLHvGiLereQDzxiyyxIwqiQtLeKL+XjEFwxpuXGP8wZ8ysbLyMQ7/FULsxMkXRqpaIQQjYT0iIiI0dYWKPkcba0HlYZKOK76JFQ7G7+TT/XO2p/SNlqb/s9RReuEQuwqvSGX7PMvGa4SHIbUKfFqBgnHoFyHoctmeqva1sZa7a146+gQseiEEA2fJCIiInThy+jCXTvYGnh7N15Fu0ai0h9DqXgwO1bMD6mt69+oqCFSw/mtreidF4FnWVBxndhxBf+bdxBocCgPZ3RdJEmISgNHJ1TCqZBwAkq50NoNudfjuwKtiS75HJVyXYQCFUI0BjI0I8JOl3yOLnwYb0+FDXiovKGVTUfn3QWASjgF3zc6G5Vw2t7n1x70zgvAsyLIyBQt4ku4br+/GJ21gl+Of4dEhyfIczQ2JirpEoyMj1GJp6BUxaokXQCU+T/c3hLW6IQQjY/0iIiw0tpGFz7to4UNpZPQnuvANRRcw6FsBjVONjXaoh377D0DpGxmHZIQKq9xRa+lKIrRjaYjxIE3oavLC7JB1bAEWiVXnNdPombIUmchRHCkR0SEl2clWBv8tyubjlIGKv0pSLoEVNIeDRTYWyFnHHbOhWg7r/IZXfodu1d0BE9R7P1/o5mQ6gGVWvF5sC9KQfzIvR9VcRB/PL6/zxYqYUyQ1xNCNHWSiIjw0sUBNDJAlwDeG56RcjM0fxfYtRQXvO/uK4Ztyn9D77zU29viWQ3uucjuuXvQ+UAcOAYT+K+5goRxKLN1zc8mXwEqgZqTEQXxJ0vNECFE0CQREeHl6Ij/EUALHN0rv9LWdth5BeCm5uEFC9z/oPPvQe84Gqw1IQu38dB4h1F2EvAqovjjUakTan1aOTqhmr8LeyUbcZB4ASrt3jrGKoRoymSOiAgrZaSj40dD6WRq7rUwwGjunR8CaDsXnX0q2Jv9n7zk/ZDG2vjY4FmK9/2Gn2Qk7VGMhOP9nlE594WMr8AzH9zLQcWD61CUkRaSiIUQTY8kIiLsVMqt6PK/KlZUVE1GTMBApT2GUhU/isVvg70pClE2Zv4nrQYzpKKUAmcf74cQQtSTDM2IsFNmJqrFp5B4dpUVGQa4RqAyPka5Dqpsq4s/om6rPUSdGW3AsU+0oxBCNFHSIyIiQhnNUal3olNuBTsfjCRvEbM92dsjH1xjZnSFuN5QOonahmdU8lUVpfGFECLyJBEREaWUE0wftSaMZhWl3kUoqNRbwHUwWhdDWdVlzhrQqOTrUImnRjFCIURTJ4mIiC3xY6D41WhHEUaGdwms80Ao/ymM1zEh9UFU/HAAVLNn0e6F6JLJoHNRZntIGIsy24QxBiGE8E8SERFbEk5r5ImIDbq0jpVgaxB3GOhycP/h/VoleVcgpd6HYaRUa6qc+1XfZFAIIWKAJCIipihHBzQJQEm0QwkjK8iVQU7vChX3P1TO81DJqKQLIekKlDLRdhFQBipd5nsIIRoUSURETFHKQCeeAsXvItVSK7T4DsPRFm1t8+4urOLA2afaZF9lJAF7lsUXQojYJ2+dRMxRSZd4J60G9OOpwOgQ7pCix+yG4WgLgDJbolyHouIG1bziSAghGiBJRETMUWYrVPOPQDULoLUOrAprg6RQSedGOwghhAgrSUREbDISQecE0DABv1vTV2MS3SGMIHbDdY2EhFPCF4oQQsQASURETNKetQRWYTXYH2ELki+vQ0Qh4uyD/2QkHpV6Dyr9KZSqaadbIYRoPCQREXWmdTnaswrtWYvWAe7wGij34gAbFhF4SXgTnP1QSZei0h4j4nO10/6HkfExJPoabjFQzV9DJZ4hSYgQokmQVTMiaFqXowufh+J3QOd5HzTaQNLFkHi2d1O0+vKsrP859mR2QqU/C7oEdAGYXcBaFvrr1CT+RFT8iQColPFonFD8Bt5hpYrdcY1MVNpDqLgBkYlJCCFigCQiIihau9E7L4Py36i2d4m9GV1wH3hWotLurv+FVAg3vjO7QcJJYG1C77wSPEuBUoKarxGQFKCQaj00Kg2VdAEkXVaZoCllolJvRSdfDKXTQReC2RFch+3ehVgIIZoI+asnglPyFZT/4uP599AJJ4CzP7jnQfkvaO1BxfWDuEMDLralnAegeacOASqqD9UosFZA4cNU9jxUCvEuv3G9MJq/jbYLvPU+cIBzX5SKqzlSozkknhzaGIQQooGRREQERRe/x9439KpMdNGbYD8E7rnsmoaki2zvc87+3johrmG+h3Dij4K8eLw9FwEyWu4edtkdcZXPQzyPpfrFwWgBgDJSIO7AMF5LCCEaD5msKoJjrcH3Dd2Csungnl/xtV2lvQXuv9C5l6HzbkLr2iunKhUHaQ8HEZgJzv33SEIiyUYlnBilawshRMMliYgIjkr21wAow2959tLJ6Nyr0SWT0XbxXk9rXY6iHO+8i0AYoN2E5UfaaANJV4LKwFuHpIZrOwd4N6ATQggRFElERHDiBvppEMS8i7If0Hk3orcfjC56a/cZyv9Fbx+KzrsJCKSHw0SlP403AQr98IvK+Bgj5XpUxvvg6Lnr0d3/dx2FavaSLLcVQog6kDkiIjj2ztCfUxejC+5HF78Njn2g7EegPPDjk69DxQ9Hl30P/EXoNstT3niMTO+XZitU8uVo90LQRWB29+794mgfousJIUTTI4mICI57TvjOba31fgRJOTp5/59wKrrkkxAGpFHJV3o/K3oTXfiENwHZxWgFZiuQREQIIepMhmZEkEK85LXe4tFGR3TZb2iVCPEhXA6bfC0q/mgofgNd8ED1JATA3obOvQJd5mM5sxBCCJ8kEREB09oDZgc/rQxw9I5IPAAoB+SciN55HmQfB575ED8OVHqVRk5wDvbGpRLwbpTnh9ESlXQV2i5EFzxRSyMNaHTBQ2gdawmaEEI0DDI0IwKi7Tx0zoXgWeKjlQJMSH8WVfYtuvAF0NlhDqyw+teeZeBZDulPo8xWoD3g6IYyUncfYhehtx8Kupiae3gUKukClFLo0ulAia8AvJVaPSvA2T0EL0gIIZqWiPSIlJWV0a9fP5RSzJ07NxKXFCGm824BzyIfLbxJiEp/HMPRBpV0HqrlLGj+ESReAEZ3IpP3enspyL8PHPuh4g6oloQAKCMJlf5URTxVV7pUrIRxDdu9MZ2dTUC/JnaYEy4hhGikIpKI3HrrrbRt2zYSlxJhoD2roGwmvlejOCHjU1T8UZWPKGWiHN1AxYPejneDt0jQYG+B8j9qbaFch6EyPof4MaCSAAc4eqBS70OlP4tSTm9DszUBLQk2W4cicCGEaHLC/hZ1ypQpfPvtt3z66adMmTIl3JcT4VA2i733cNlTORS/j069A6XiAbzzK3LOrNh3JZzl1WthbfL5tHL2QKVPBCbW3sg13FvEbc8hoEoGOPtUrtwRQggRnLD2iGzdupVLLrmEt99+m8TERL/ty8rKyM/Pr/YhYoFFQDvVlnyIzjkfrb37w+ii5/0kIc5QBVgzI73ep1DKhUq9q7YLACYq5c56X0cIIZqqsCUiWmvOP/98Lr/8cgYMGBDQMRMnTiQtLa3yIysrK1zhiWA4+xJYj4b2bnRX9Bpal0PxB36O84DzoDoG5edHVyWDKzQl11XCWFTaY95S71U5eqKav4OK6xuS6wghRFMUdCIyfvx4lFI+P5YsWcLTTz9NQUEBt99+e8Dnvv3228nLy6v8WL9+fbDhiXBw9gdHD2reZ2VPNrr4HbS1PYAN6ExwdAXXrnklgf44GlWOqZlKvgGlXAGezz+VcBwqcwaq+Yeo9BdQGZMwWnyBiusfsmsIIURTpHSQBRC2b99OdrbvFQJdunTh1FNPZdKkSdW2ercsC9M0Oeuss3jzzTf9Xis/P5+0tDTy8vJITU31216Ej/asROecVVHiPYAfmRbfwg7fyQKYkHQhKvlmKP8VXfgcuGcHEI0DEs9FOXpUFBorwJvE2KASUMk3ep9XAQwnCSGECLlg7t9BJyKBWrduXbU5Hps2bWLUqFF88sknDB48mPbt/ZfFlkQktmhrG3rnZeBZ6LetajkXvfMCcP+Lz+GZhNNRCSeBsx8UPYsufJZA9opRqXejEs9E6zIomw7WFjBagGsEyvA/H0kIIUT4BHP/DtuqmQ4dqlfgTE72bh/ftWvXgJIQEXuU2RJSbvYmGLUyIG6QNxlIvgq982LfJy35CF3yATj2h7jBAUbihPjjvTEpF8QfE+BxQgghYo2UeBfBiRsCjv2ofb6IRiVdDoByHY5KnYh3dYyq5ZiK3hLPIiidREA756b8B2WkBBu5EEKIGBSxRKRTp05orenXr1+kLinCQCkD1exlcOxT8ciu6qQKcKBSJ6JcB+8+wLkPJJ4Djj4V+7zUxgJ7K5hZ+JwUG38SRtLp9X0ZQgghYoTsNSOCpswWkPEZlP+CLv0edAnK0R0SxqLMDKBib5rca6H8N/wXQ6s8M6gWYDrBWkXlBNRd/48/GZV2f7helhBCiCiQRETUiVIGuA5D1VCrQ2uN3nm5t6aI95EAz6qBYlSLL6F0CrpkEug8MDujEk8F5wBZCSOEEI2MJCIi9Mr/APffdTjQ9CYdygUJY1AJY0IdmRBCiBgjk1VFyOnSqdQtx7VQiaeFOhwhhBAxTBIREXq6kMCHY6qIHw1xB/tvJ4QQotGQRESEnHJ0pk6JiOtImQMihBBNjCQiIvQSxtXhIIWyfW8dIIQQovGRRESEnDJbo1IC3+zQS4PZKizxCCGEiF2SiIiwUEnnodKfrlL4zN8BaeAaFtaYhBBCxB5ZvivCRsWPAtdRYG9Fl8+GvFvxFijbe/6ISr0DpeIiHqMQQojokh4REVZKKZTZGiPheFTzN8HsWr2B0RqV9rh3B14hhBBNjvSIiIhRcYOgxdfgWQjWJjCag7M/SvnYW0YIIUSjJomIiCilFDh7ez+EEEI0eTI0I4QQQoiokURECCGEEFEjiYgQQgghokYSESGEEEJEjSQiQgghhIgaSUSEEEIIETWSiAghhBAiaiQREUIIIUTUSCIihBBCiKiRREQIIYQQUSOJiBBCCCGiRhIRIYQQQkSNJCJCCCGEiBpJRIQQQggRNZKICCGEECJqJBERQgghRNRIIiKEEEKIqJFERAghhBBRI4mIEEIIIaJGEhEhhBBCRI0kIkIIIYSIGklEhBBCCBE1kogIIYQQImokERFCCCFE1EgiIoQQQoiokURECCGEEFEjiYgQQgghokYSESGEEEJEjSQiQgghhIgaSUSEEEIIETWSiAghhBAiaiQREUIIIUTUSCIihBBCiKiRREQIIYQQUSOJiBBCCCGiRhIRIYQQQkSNJCJCCCGEiBpJRIQQQggRNY5oB9AQaTsHyn4D3ODsjXJ0i3ZIQgghRIMkiUgQtC5D598PJZ8Cnt2POweh0h5COdpHLzghhBCiAZKhmQBprdE7r4GSj6mahADg/hudczrayo5KbEIIIURDJYlIoMr/gPKZgF3DkxbYO9DFb0U4KCGEEKJhk0QkQLr0C8D00cKu6C0RQgghRKAkEQmUtQ2wfLexd0YkFCGEEKKxkEQkUGZrfPeIAEaLiIQihBBCNBaSiARIJYzFd4+IAQmnRCocIYQQolGQRCRQzgPBdTSganjSBLMNKumcSEclhBBCNGhhTUS+/vprBg8eTEJCAs2aNWPMmDHhvFxYKaVQ6Y9C4gWAq+ozEHcYqvkHKKNZtMITQgghGqSwFTT79NNPueSSS3jwwQcZPnw4Ho+HBQsWhOtyEaGUE5U6Hp18NZTPxltZdT+U2S7aoQkhhBANktJa61Cf1OPx0KlTJ+655x4uuuiiOp8nPz+ftLQ08vLySE1NDWGEQgghhAiXYO7fYRmamTNnDhs3bsQwDPr370+bNm045phj/PaIlJWVkZ+fX+1DCCGEEI1XWBKRVatWAXD33Xdz1113MXnyZJo1a8awYcPIycmp9biJEyeSlpZW+ZGVlRWO8IQQQggRI4JKRMaPH++dtOnjY8mSJdi2twz6nXfeybhx4zjwwAN5/fXXUUrx8ce1Vx+9/fbbycvLq/xYv359/V6dEEIIIWJaUJNVb7rpJs4//3yfbbp06cLmzZsB6NWrV+XjLpeLLl26sG7dulqPdblcuFyuWp8XQgghROMSVCKSmZlJZmam33YHHnggLpeLpUuXcuihhwLgdrtZs2YNHTt2rFukQgghhGh0wrJ8NzU1lcsvv5wJEyaQlZVFx44defjhhwE45RSpPiqEEEIIr7DVEXn44YdxOBycc845lJSUMHjwYKZPn06zZlL0SwghhBBeYakjEipSR0QIIYRoeKJeR0QIIYQQIhBhG5oJhV2dNVLYTAghhGg4dt23Axl0ielEpKCgAEAKmwkhhBANUEFBAWlpaT7bxPQcEdu22bRpEykpKSiloh2OX/n5+WRlZbF+/XqZ0xIE+b7VnXzv6k6+d3Un37u6ayrfO601BQUFtG3bFsPwPQskpntEDMOgffv20Q4jaKmpqY36Byxc5PtWd/K9qzv53tWdfO/qril87/z1hOwik1WFEEIIETWSiAghhBAiaiQRCSGXy8WECRNkv5wgyfet7uR7V3fyvas7+d7VnXzv9hbTk1WFEEII0bhJj4gQQgghokYSESGEEEJEjSQiQgghhIgaSUSEEEIIETWSiAghhBAiaiQRCYM1a9Zw0UUX0blzZxISEujatSsTJkygvLw82qE1CA888AAHH3wwiYmJpKenRzucmPbss8/SqVMn4uPjGTx4MH/++We0Q4p5P/30E8cffzxt27ZFKcUXX3wR7ZAajIkTJzJw4EBSUlJo2bIlY8aMYenSpdEOK+Y9//zz9OnTp7Ka6pAhQ5gyZUq0w4oZkoiEwZIlS7BtmxdffJGFCxfy+OOP88ILL3DHHXdEO7QGoby8nFNOOYUrrrgi2qHEtA8//JAbb7yRCRMmMGfOHPr27cuoUaPYtm1btEOLaUVFRfTt25dnn3022qE0OD/++CNXXXUVv//+O9999x1ut5ujjjqKoqKiaIcW09q3b89DDz3E33//zV9//cXw4cM58cQTWbhwYbRDiwlSRyRCHn74YZ5//nlW/X979/OSyh6HcfzRYCAwAslsUUohBNHOMiyIJBe1a9N6+kGLUEFqY39DLgrb1MZW4k6CNgWitamIQCiihZxAMBIjkhIq0LmLC8K5dOt4uOd+xnxeMKCjizdfZPw4DM6PH9IpDWN3dxfBYBBPT0/SKbo0MjKC4eFhbG1tAfj7JpE9PT0IBAIIhULCdY3BYDAgkUhgZmZGOqUhFYtFdHZ24ujoCOPj49I5DcVsNmN9fR2Li4vSKeJ4RuR/UiqVYDabpTPom3h/f8fFxQW8Xm9tn9FohNfrxcnJiWAZNZNSqQQAPLbVoVKpIB6Po1wuw+12S+fogq7vvvtdZLNZRCIRhMNh6RT6Jh4eHlCpVGC1Wn/ab7VacXNzI1RFzaRarSIYDGJsbAyDg4PSObp3eXkJt9uN19dXmEwmJBIJDAwMSGfpAs+I1CEUCsFgMHy6/fNLIJ/PY2pqCrOzs1haWhIql/c7a0dE+uXz+XB1dYV4PC6d0hD6+/uRyWRwdnaG5eVlqKqK6+tr6Sxd4BmROqyurmJubu7T9/T19dUe393dwePxYHR0FDs7O3+4Tt/qXTv6XEdHB1paWlAoFH7aXygU0NXVJVRFzcLv92N/fx/Hx8fo7u6WzmkIiqLA4XAAAJxOJ87Pz7G5uYnt7W3hMnkcROpgsVhgsVh+6b35fB4ejwdOpxPRaBRGY3OffKpn7ehriqLA6XQimUzWLrSsVqtIJpPw+/2ycfRtaZqGQCCARCKBdDqN3t5e6aSGVa1W8fb2Jp2hCxxE/oB8Po+JiQnY7XaEw2EUi8Xaa/y1+rVcLofHx0fkcjlUKhVkMhkAgMPhgMlkko3TkZWVFaiqiqGhIbhcLmxsbKBcLmN+fl46TddeXl6QzWZrz29vb5HJZGA2m2Gz2QTL9M/n8yEWi2Fvbw9tbW24v78HALS3t6O1tVW4Tr/W1tYwPT0Nm82G5+dnxGIxpNNpHBwcSKfpg0b/uWg0qgH4cKOvqar64dqlUinpNN2JRCKazWbTFEXRXC6Xdnp6Kp2ke6lU6sPPl6qq0mm692/HtWg0Kp2mawsLC5rdbtcURdEsFos2OTmpHR4eSmfpBv9HhIiIiMQ094ULREREJIqDCBEREYnhIEJERERiOIgQERGRGA4iREREJIaDCBEREYnhIEJERERiOIgQERGRGA4iREREJIaDCBEREYnhIEJERERi/gKpBEPRS0LSBQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0],X[:,1],c=y)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [],
   "source": [
    "ros = RandomOverSampler(random_state=0)\n",
    "X_resampled,y_resampled = ros.fit_resample(X,y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "Counter({2: 4674, 1: 4674, 0: 4674})"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [],
   "source": [
    "X_resampled,y_resampled = SMOTE().fit_resample(X, y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "Counter({2: 4674, 1: 4674, 0: 4674})"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [],
   "source": [
    "rus = RandomUnderSampler(random_state=0)\n",
    "X_resampled, y_resampled = rus.fit_resample(X,y)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "Counter({0: 64, 1: 64, 2: 64})"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(y_resampled)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X_resampled[:,0],X_resampled[:,1],c=y_resampled)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}